Head to head
| Metric | statsmodels | pandas | NumPy | Polars |
|---|---|---|---|---|
| Stars | 11.7k | 50.5k | 33.4k | 40.3k |
| Weekly downloads | 9.7M | 172M | 275M | 15.2M |
| Download growth | +18% | +29% | +38% | +29% |
| Popularity score | 80/100 | 94/100 | 92/100 | 86/100 |
| Forks | 3.7k | 20.7k | 13.1k | 3.2k |
| Open issues | 2.8k | 1.9k | 2.2k | 2.9k |
| Last commit | 5d ago | today | 2d ago | 3d ago |
| Latest version | 0.15.0Aug 27, 2026 | 3.1.1Nov 4, 2026 | 2.5.4Oct 10, 2026 | 2.1.0Oct 25, 2026 |
| License | BSD-3-Clause | BSD-3-Clause | n/a | MIT |
| First released | 2011 | 2010 | 2010 | 2020 |
| Signals | None | Popular | Popular | Trending |
| Listed in | Data Engineering & Analytics › DataFrames & Scientific Python | Data Engineering & Analytics › DataFrames & Scientific Python | Data Engineering & Analytics › DataFrames & Scientific Python | Data Engineering & Analytics › DataFrames & Scientific Python |
Weekly downloads over time
Hover for exact values; switch to log scale for tools of very different sizes.
- statsmodels
- pandas
- NumPy
- Polars